Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 757 papers shown

Title
Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image Fusion Daiki Nishiyama H. Miyoshi Noriaki Hashimoto K. Ohshima H. Hontani I. Takeuchi Jun Sakuma 41 0 0 02 Mar 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 39 0 0 01 Mar 2025
PathVG: A New Benchmark and Dataset for Pathology Visual Grounding Chunlin Zhong Shuang Hao Junhua Wu Xiaona Chang Jiwei Jiang Xiu Nie He Tang Xiang Bai 52 0 0 28 Feb 2025
Weakly Supervised Multiple Instance Learning for Whale Call Detection and Localization in Long-Duration Passive Acoustic Monitoring Ragib Amin Nihal Benjamin Yen Runwu Shi K. Nakadai 57 0 0 28 Feb 2025
Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models? Jiawen Li Jiali Hu Qiehe Sun Renao Yan Minxi Ouyang Tian Guan Anjia Han Chao He Yonghong He MedIm 66 0 0 28 Feb 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning Jiuyang Dong Junjun Jiang Kui Jiang Jiahan Li Yongbing Zhang 45 0 0 28 Feb 2025
"No negatives needed": weakly-supervised regression for interpretable tumor detection in whole-slide histopathology images Marina DÁmato J. A. van der Laak F. Ciompi 48 0 0 28 Feb 2025
VLEER: Vision and Language Embeddings for Explainable Whole Slide Image Representation Anh Tien Nguyen Keunho Byeon Kyungeun Kim Jin Tae Kwak 63 1 0 28 Feb 2025
Unveiling Institution-Specific Bias in Pathology Foundation Models: Detriments, Causes, and Potential Solutions Weiping Lin Shen Liu Runchen Zhu Liansheng Wang 41 1 0 24 Feb 2025
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs Yushi Feng Tsai Hor Chan Guosheng Yin Lequan Yu 44 1 0 20 Feb 2025
Learning county from pixels: Corn yield prediction with attention-weighted multiple instance learning Xiaoyu Wang Yuchi Ma Qunying Huang Zhengwei Yang Zhou Zhang 85 1 0 17 Feb 2025
PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology Fatemeh Ghezloo M. S. Seyfioglu Rustin Soraki Wisdom O. Ikezogwo Beibin Li Tejoram Vivekanandan J. Elmore Ranjay Krishna Linda G. Shapiro 98 4 0 13 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 65 7 0 12 Feb 2025
Joint Modelling Histology and Molecular Markers for Cancer Classification Xiaofei Wang Hanyu Liu Yupei Zhang Boyang Zhao Hao Duan Wanming Hu Yonggao Mou S. Price Chao Li 89 0 0 11 Feb 2025
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 61 4 0 28 Jan 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 40 0 0 28 Jan 2025
Multi-Instance Partial-Label Learning with Margin Adjustment Wei Tang Yin-Fang Yang Zhaofei Wang W. Zhang M. Zhang 73 0 0 22 Jan 2025
Scalable Whole Slide Image Representation Using K-Mean Clustering and Fisher Vector Aggregation R. Gupta Shounak Das Ardhendu Sekhar Amit Sethi 36 0 0 21 Jan 2025
Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification Ken Enda Yoshitaka Oda Zen-ichi Tanei Wang Lei Masumi Tsuda ... Shinya Tanaka Takahiro Ogawa Wang Lei Masumi Tsuda Shinya Tanaka 39 0 0 19 Jan 2025
Multi-View Transformers for Airway-To-Lung Ratio Inference on Cardiac CT Scans: The C4R Study Sneha N. Naik Elsa D. Angelini Eric A. Hoffman Elizabeth C. Oelsner R. G. Barr Benjamin M. Smith Andrew F. Laine 52 0 0 15 Jan 2025
A Multi-Modal Deep Learning Framework for Pan-Cancer Prognosis Binyu Zhang Shichao Li Junpeng Jian Zhu Meng Limei Guo Zhicheng Zhao 39 0 0 13 Jan 2025
AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery Johann Wenckstern Eeshaan Jain Kiril Vasilev Matteo Pariset Andreas Wicki Gabriele Gut Charlotte Bunne 36 1 0 10 Jan 2025
Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport Y. Liu Fausto Giunchiglia Ximing Li Lan Huang Xiaoyue Feng Renchu Guan OffRL 144 0 0 10 Jan 2025
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology Julius Hense M. J. Idaji Oliver Eberle Thomas Schnake Jonas Dippel Laure Ciernik Oliver Buchstab Andreas Mock Frederick Klauschen Klaus-Robert Müller 51 3 0 08 Jan 2025
Label-free Concept Based Multiple Instance Learning for Gigapixel Histopathology Susu Sun Leslie Tessier Frédérique Meeuwsen Clément Grisi Dominique van Midden G. Litjens Christian F. Baumgartner 24 2 0 06 Jan 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images Xiaoge Zhang Tao Wang Chao Yan Fedaa Najdawi Kai Zhou Yuan Ma Yiu-ming Cheung Bradley Malin MedIm 42 0 0 03 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Yunhong Wang Xitong Ling ... Xiu-Wu Bian Zhilin Wang Lingchuan Guo Chao He Yonghong He AI4CE 36 0 0 31 Dec 2024
From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer Zijiang Yang Zhongwei Qiu Tiancheng Lin Hanqing Chao Wanxing Chang ... Dakai Jin K. Yan Le Lu Hui Jiang Yun Bian DiffM 74 0 0 21 Dec 2024
On the Generalizability of Iterative Patch Selection for Memory-Efficient High-Resolution Image Classification Max Riffi-Aslett Christina Fell VLM 82 0 0 15 Dec 2024
Mask Enhanced Deeply Supervised Prostate Cancer Detection on B-mode Micro-Ultrasound Lichun Zhang Steve Zhou Moon Hyung Choi Jeong Hoon Lee Shengtian Sang ... Wei Shao Ahmed N. El Kaffas Richard E. Fan G. Sonn M. Rusu MedIm 71 0 0 14 Dec 2024
Efficient and Comprehensive Feature Extraction in Large Vision-Language Model for Pathology Analysis Shengxuming Zhang Weihan Li Tianhong Gao Jiacong Hu Haoming Luo Xiuming Zhang Jing Zhang Mingli Song Zunlei Feng LM&MA 103 0 0 12 Dec 2024
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations Marcin Przewiȩźlikowski Randall Balestriero Wojciech Jasiński Marek 'Smieja Bartosz Zieliñski 69 0 0 04 Dec 2024
Gen-SIS: Generative Self-augmentation Improves Self-supervised Learning Varun Belagali Srikar Yellapragada Alexandros Graikos S. Kapse Zilinghan Li Tarak Nandi Ravi K. Madduri Prateek Prasanna Joel H. Saltz Dimitris Samaras DiffM 83 1 0 02 Dec 2024
PATHS: A Hierarchical Transformer for Efficient Whole Slide Image Analysis Zak Buzzard Konstantin Hemker Nikola Simidjievski M. Jamnik MedIm 61 0 0 27 Nov 2024
Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis Weiqin Zhao Ziyu Guo Yinshuang Fan Yuming Jiang Maximus C. F. Yeung Lequan Yu 76 3 0 27 Nov 2024
Abnormality-Driven Representation Learning for Radiology Imaging M. Ligero Tim Lenz Georg Wolflein Omar S. M. El Nahhas Daniel Truhn Jakob Nikolas Kather MedIm 88 0 0 25 Nov 2024
Ordinal Multiple-instance Learning for Ulcerative Colitis Severity Estimation with Selective Aggregated Transformer Kaito Shiku Kazuya Nishimura D. Suehiro Kiyohito Tanaka Ryoma Bise 68 0 0 22 Nov 2024
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller Cheng Chen 81 0 0 22 Nov 2024
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Zhengrui Guo Conghao Xiong Jiabo Ma Qichen Sun Lishuang Feng Jinzhuo Wang Hao Chen 182 0 0 22 Nov 2024
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction Yuntao Shou Peiqiang Yan Xingjian Yuan Xiangyong Cao Qian Zhao Deyu Meng OOD MedIm 93 5 0 21 Nov 2024
Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning Tim Lenz Peter Neidlinger M. Ligero Georg Wolflein M. Treeck Jakob Nikolas Kather 73 1 0 20 Nov 2024
Cross-Patient Pseudo Bags Generation and Curriculum Contrastive Learning for Imbalanced Multiclassification of Whole Slide Image Yonghuang Wu Xuan Xie Xinyuan Niu Chengqian Zhao Jinhua Yu 31 0 0 18 Nov 2024
Towards a Comprehensive Benchmark for Pathological Lymph Node Metastasis in Breast Cancer Sections Xitong Ling Yuanyuan Lei Jiawen Li Junru Cheng Wenting Huang Tian Guan Jian Guan Yonghong He 26 4 0 16 Nov 2024
Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image Jiawen Li Qiehe Sun Renao Yan Yizhi Wang Yuqiu Fu Yani Wei Tian Guan Huijuan Shi Yonghonghe He Anjia Han 37 3 0 16 Nov 2024
Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement Yanyan Huang Weiqin Zhao Yihang Chen Yu Fu Lequan Yu MedIm 37 2 0 15 Nov 2024
Clustered Patch Embeddings for Permutation-Invariant Classification of Whole Slide Images R. Gupta Shounak Das Amit Sethi 23 0 0 13 Nov 2024
xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer Marvin Sextro Gabriel Dernbach Kai Standvoss S. Schallenberg Frederick Klauschen Klaus-Robert Müller Maximilian Alber Lukas Ruff 33 0 0 12 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification C. Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 49 4 0 12 Nov 2024
PathoGen-X: A Cross-Modal Genomic Feature Trans-Align Network for Enhanced Survival Prediction from Histopathology Images Akhila Krishna Nikhil Cherian Kurian Abhijeet Patil Amruta Parulekar Amit Sethi MedIm LM&MA 38 0 0 01 Nov 2024
Going Beyond H&E and Oncology: How Do Histopathology Foundation Models Perform for Multi-stain IHC and Immunology? Amaya Gallagher-Syed Elena Pontarini M. Lewis Michael Barnes Gregory Slabaugh 34 1 0 28 Oct 2024